nestly 0.6.1

Installing

The easiest way is with pip:

$ pip install nestly

Or, for the latest commit from master:

$ pip install git+git://github.com/fhcrc/nestly.git@master

Python 2.7 is required.

Introductory example

Imagine you’d like to try all possible combinations of the following:

For this we can write a little make_nest.py. The guts are:

nest = Nest()

nest.add('strategy', ('exhaustive', 'approximate'))
nest.add('run_count', [10**i for i in xrange(3)])
nest.add('input_file', glob.glob(os.path.join(input_dir, 'file*')),
        label_func=os.path.basename)

nest.build('runs')

Running make_nest.py, you get a directory tree like:

runs
├── approximate
│   ├── 10
│   │   ├── file1
│   │   │   └── control.json
│   │   ├── file2
│   │       └── control.json
│   ├── 100
│   │   ├── file1
│   │   │   └── control.json
│   │   ├── file2
│   │       └── control.json
│   └── 1000
│       ├── file1
│       │   └── control.json
│       ├── file2
│           └── control.json
└── exhaustive
    ├── 10
    │   ├── file1
    │   │   └── control.json
    │   ├── file2
    │       └── control.json
    ├── 100
    │   ├── file1
    │   │   └── control.json
    │   ├── file2
    │       └── control.json
    └── 1000
        ├── file1
        │   └── control.json
        ├── file2
            └── control.json

With the final control.json reading, for example:

{
    "input_file": "/Users/cmccoy/Development/nestly/examples/basic_nest/inputs/file3",
    "run_count": "1000",
    "strategy": "exhaustive"
}

The control files created then serve as inputs to nestrun for template substition, for example:

nestrun --save-cmd-file command.sh \
        --template='my_command -s {strategy} --count={run_count} {input_file}' \
        $(find runs -name "control.json")

This command runs my_command in all of the tip directories with the appropriate values for the parameters.

This was a “cartesian product” example. The “meal” example in the repository exhibits a setup with more complex dependencies between the nests.

Templates

nestrun takes a template and a list of control.json files with variables to substitute. By default, substitution is performed using the Python built-in str.format method. See the Python Formatter documentation for details on syntax, and examples/jsonrun/do_nestrun.sh for an example.

SCons integration

There is also a nestly.scons module to integrate nestly with the make replacement SCons.

Running the tests

Run:

python setup.py test

The mock library is required, but will be downloaded if missing.

Paper

McCoy CO, Gallagher A, Hoffman NG, Matsen FA (2013) nestly–a framework for running software with nested parameter choices and aggregating results. Bioinformatics 29: 387-388. pubmed

License

nestly source code is freely available under the MIT License.